CN112996963B - 挖土机、挖土机支援系统 - Google Patents

挖土机、挖土机支援系统 Download PDF

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Publication number
CN112996963B
CN112996963B CN201980072913.5A CN201980072913A CN112996963B CN 112996963 B CN112996963 B CN 112996963B CN 201980072913 A CN201980072913 A CN 201980072913A CN 112996963 B CN112996963 B CN 112996963B
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Prior art keywords
shovel
determination
excavator
unit
learning
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Chinese (zh)
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CN112996963A (zh
Inventor
黑泽亮太
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Sumitomo SHI Construction Machinery Co Ltd
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Sumitomo SHI Construction Machinery Co Ltd
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    • EFIXED CONSTRUCTIONS
    • E02HYDRAULIC ENGINEERING; FOUNDATIONS; SOIL SHIFTING
    • E02FDREDGING; SOIL-SHIFTING
    • E02F9/00Component parts of dredgers or soil-shifting machines, not restricted to one of the kinds covered by groups E02F3/00 - E02F7/00
    • E02F9/20Drives; Control devices
    • E02F9/2025Particular purposes of control systems not otherwise provided for
    • E02F9/205Remotely operated machines, e.g. unmanned vehicles
    • EFIXED CONSTRUCTIONS
    • E02HYDRAULIC ENGINEERING; FOUNDATIONS; SOIL SHIFTING
    • E02FDREDGING; SOIL-SHIFTING
    • E02F9/00Component parts of dredgers or soil-shifting machines, not restricted to one of the kinds covered by groups E02F3/00 - E02F7/00
    • E02F9/20Drives; Control devices
    • E02F9/2004Control mechanisms, e.g. control levers
    • EFIXED CONSTRUCTIONS
    • E02HYDRAULIC ENGINEERING; FOUNDATIONS; SOIL SHIFTING
    • E02FDREDGING; SOIL-SHIFTING
    • E02F9/00Component parts of dredgers or soil-shifting machines, not restricted to one of the kinds covered by groups E02F3/00 - E02F7/00
    • E02F9/20Drives; Control devices
    • EFIXED CONSTRUCTIONS
    • E02HYDRAULIC ENGINEERING; FOUNDATIONS; SOIL SHIFTING
    • E02FDREDGING; SOIL-SHIFTING
    • E02F9/00Component parts of dredgers or soil-shifting machines, not restricted to one of the kinds covered by groups E02F3/00 - E02F7/00
    • E02F9/24Safety devices, e.g. for preventing overload
    • EFIXED CONSTRUCTIONS
    • E02HYDRAULIC ENGINEERING; FOUNDATIONS; SOIL SHIFTING
    • E02FDREDGING; SOIL-SHIFTING
    • E02F9/00Component parts of dredgers or soil-shifting machines, not restricted to one of the kinds covered by groups E02F3/00 - E02F7/00
    • E02F9/26Indicating devices
    • EFIXED CONSTRUCTIONS
    • E02HYDRAULIC ENGINEERING; FOUNDATIONS; SOIL SHIFTING
    • E02FDREDGING; SOIL-SHIFTING
    • E02F9/00Component parts of dredgers or soil-shifting machines, not restricted to one of the kinds covered by groups E02F3/00 - E02F7/00
    • E02F9/26Indicating devices
    • E02F9/261Surveying the work-site to be treated
    • E02F9/262Surveying the work-site to be treated with follow-up actions to control the work tool, e.g. controller
    • EFIXED CONSTRUCTIONS
    • E02HYDRAULIC ENGINEERING; FOUNDATIONS; SOIL SHIFTING
    • E02FDREDGING; SOIL-SHIFTING
    • E02F9/00Component parts of dredgers or soil-shifting machines, not restricted to one of the kinds covered by groups E02F3/00 - E02F7/00
    • E02F9/26Indicating devices
    • E02F9/264Sensors and their calibration for indicating the position of the work tool
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/56Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
    • G06V20/58Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/107Static hand or arm
    • G06V40/113Recognition of static hand signs
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/01Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0004Industrial image inspection

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  • Engineering & Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Structural Engineering (AREA)
  • Civil Engineering (AREA)
  • Mining & Mineral Resources (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Multimedia (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Human Computer Interaction (AREA)
  • Component Parts Of Construction Machinery (AREA)
  • Operation Control Of Excavators (AREA)
CN201980072913.5A 2018-10-31 2019-10-31 挖土机、挖土机支援系统 Active CN112996963B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
JP2018-205906 2018-10-31
JP2018205906 2018-10-31
PCT/JP2019/042896 WO2020091002A1 (ja) 2018-10-31 2019-10-31 ショベル、ショベル支援システム

Publications (2)

Publication Number Publication Date
CN112996963A CN112996963A (zh) 2021-06-18
CN112996963B true CN112996963B (zh) 2022-12-02

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Country Link
US (1) US20210246631A1 (de)
EP (1) EP3875697B1 (de)
JP (2) JP7472034B2 (de)
KR (1) KR102700865B1 (de)
CN (1) CN112996963B (de)
WO (1) WO2020091002A1 (de)

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JP7287047B2 (ja) * 2019-03-27 2023-06-06 コベルコ建機株式会社 遠隔操作システムおよび遠隔操作サーバ
EP3919687A4 (de) * 2019-04-04 2022-11-16 Komatsu Ltd. System mit arbeitsmaschinen, computerausgeführtes verfahren, herstellungsverfahren für trainierte lageschätzungsmodelle und lerndaten
KR102476268B1 (ko) * 2020-07-28 2022-12-14 현대엠시스템즈 주식회사 인공지능 기법과 탐지 센서 및 환경 센서를 이용한 건설 장비 안전 시스템
JP7473914B2 (ja) 2020-07-29 2024-04-24 株式会社安藤・間 自己位置推定システム、及び建設機械位置推定システム
CN116195245A (zh) * 2020-09-29 2023-05-30 索尼半导体解决方案公司 物体检测系统及物体检测方法
JP7444098B2 (ja) * 2021-02-15 2024-03-06 Jfeスチール株式会社 スラグ流出判定方法、転炉操業方法、溶鋼製造方法、スラグ流出判定装置、転炉操業設備、及び溶鋼製造設備
US20220366334A1 (en) * 2021-05-17 2022-11-17 Caterpillar Inc. Methods and systems for effective utilization of autonomous machines
US20240126260A1 (en) * 2022-10-17 2024-04-18 Deere & Company System and method for optimized perception sensing in a work area using virtual perimeters
US20240188477A1 (en) * 2022-12-12 2024-06-13 Cnh Industrial America Llc Agricultural vehicle with implement-specific operational profiles

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Publication number Publication date
EP3875697A4 (de) 2022-01-05
KR20210106410A (ko) 2021-08-30
JP2024028372A (ja) 2024-03-04
WO2020091002A1 (ja) 2020-05-07
EP3875697A1 (de) 2021-09-08
CN112996963A (zh) 2021-06-18
EP3875697B1 (de) 2023-12-06
JPWO2020091002A1 (ja) 2021-09-24
JP7472034B2 (ja) 2024-04-22
KR102700865B1 (ko) 2024-08-29
US20210246631A1 (en) 2021-08-12

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